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fix(agent): rank tool_search by term selectivity, not field precedence - #3865

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fix/tool-search-rank-selectivity
Aug 19, 2026
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fix(agent): rank tool_search by term selectivity, not field precedence#3865
kwakayama merged 6 commits into
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fix/tool-search-rank-selectivity

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Problem

tool_search ranked a match on a common term in a tool name above a match on the distinctive term in a tool description, so on any multi-word query the result window filled with alphabetically-first same-prefix tools and reported miss: false.

Two mechanisms, both in the multi-term fallback:

  1. Pure OR with rank compared before coverage. A candidate matching any single term qualified, and results sorted by strongest matched field first. A tool matching only list in its name (name rank) therefore beat a tool matching github in its description (description rank), no matter how many terms the latter also matched. With 27 authorized tools whose names contain list and a five-result cap, the window never reached the relevant one.

  2. __ destroyed before the query is classified. Normalization rewrites _ to a space, so a canonical <namespace>__<tool_id> was word-split into its generic halves. jira__list_projects became the terms jira list projects, and the unrelated platform tool list_projects matched two of the three in its name and won outright. That is worse than returning noise: the caller receives a callable tool in the wrong namespace.

miss was derived from result count rather than relevance, so a caller was told a search had succeeded when nothing relevant was found.

Change

Weight terms by inverse document frequency. A term matching few candidates now outweighs one matching many, so a rare namespace term dominates a generic verb.

Require a selective term. A candidate must match at least one term appearing in at most half the catalog. A near-ubiquitous term can still contribute score but can no longer be the sole reason a candidate is returned, so a query with no discriminating match reports a miss instead of returning filler.

Resolve canonical ids before normalization. <namespace>__<tool_id> is parsed off the raw query. An id the run is authorized for still resolves by exact name through the unchanged whole-query path; one it is not resolves to its namespace.

Field precedence and score weight are keyed off a single ToolSearchMatchField union so the two orderings cannot drift apart, and each candidate's name and description are normalized once at snapshot time rather than on every term comparison.

Behaviour change to review

One pre-existing expectation changed. For the query create_file update_file project file, sandbox_write_file is no longer returned: its only matched term was file, which appears in every candidate and so carries no information about which tool was meant. The other two results and their order are unchanged.

That result was filler produced by the same mechanism this PR fixes, so the old expectation encoded the defect. Calling it out explicitly because "existing test updated" is exactly the shape of a test bent to fit an implementation, and it deserves a second opinion rather than my say-so.

Verification

  • Written test-first: 3 new tests failed before the change, 2 more were written as regression guards and passed throughout, so a real fix was distinguishable from a broken one.
  • Canonical-id resolution is asserted for jira__list_projects, jira__list_comments, jira__list_sites, jira__search_users, and github__list_repos — every id whose generic half collides with a platform tool.
  • A bare list_projects query still resolves to the platform tool; exact-name and single-term queries are unchanged.
  • deno task test:unit 3945 passed / 0 failed; typecheck, fmt:check, and lint clean.

Note for anyone hitting red CI here: the full unit suite is flaky under parallel execution independently of this change. main at a4ec5b280 fails it too, on a different timing-sensitive test.

The multi-term fallback matched any candidate sharing any one term, ordered
by strongest matched field before number of matched terms. A common word in a
tool name therefore outranked a rare word in a description, and with a
five-result window the alphabetically-first `list_*` tools filled every slot.
Searching `list github issues` returned five unrelated `list_agent_*` tools
and reported `miss: false`, so the caller was told the search had succeeded.

Weight each term by inverse document frequency and require a candidate to
match at least one term that appears in at most half the catalog. A term
matching nearly everything can still add score but can no longer be the sole
reason a candidate is returned, so a query with no discriminating match now
reports a miss instead of returning filler.

Also resolve `<namespace>__<tool_id>` on the raw query, before normalization
rewrites `_` to a space. Splitting it into words let unrelated platform tools
win on the generic halves: `jira__list_projects` surfaced the platform's own
`list_projects`, a callable tool in the wrong namespace, which is worse than
returning nothing. An id the run is authorized for still resolves by exact
name; one it is not resolves to its namespace.

One existing expectation changed: a query whose only match on a candidate is a
term shared by every candidate no longer returns that candidate. That result
was filler by the same mechanism this fixes.
…union

Review follow-ups, no behaviour change.

Field precedence and score weight were two positional arrays kept in the same
order by convention, so reordering one silently mis-weighted the other. Key
both off a `ToolSearchMatchField` union instead, which makes the compiler
enforce that they stay exhaustive and aligned.

Normalize each candidate's name and description once at snapshot time. Matching
rescans every candidate once per term to compute document frequency and again
to score, so normalizing inside the match check repeated the same string work
across the whole catalog on every term.

Replace an em dash in a comment with a semicolon, per the public copy rules in
AGENTS.md.

Extend the canonical-id test to the other ids whose generic half collides with a
platform tool: list_comments, list_sites, search_users, and github__list_repos.
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Comment on lines +418 to +419
const wholeQueryMatches = rankWholeQueryMatches(query, candidates);
if (wholeQueryMatches.length > 0) return wholeQueryMatches;

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P2 Badge Route canonical IDs before normalized phrase matches

When an unavailable canonical ID normalizes to an allowed local tool name, this early return bypasses namespace handling and loads the local tool. For example, jira__list_projects and the valid local ID jira_list_projects both normalize to jira list projects; because src/tool/registry.ts:34-40 permits local IDs without __, the latter becomes a whole-query exact-name match instead of resolving to the Jira namespace catalog. Detect canonical input first, then allow only an actual canonical-name match before falling back to namespace discovery.

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Comment thread src/agent/runtime/tool-exposure.ts Outdated
*/
const TOOL_SEARCH_MIN_SELECTIVE_IDF = Math.LN2;
/** Canonical integration tool ids are `<namespace>__<tool_id>` over this segment shape. */
const CANONICAL_INTEGRATION_SEGMENT = /^[a-z0-9]+(?:[-_][a-z0-9]+)*$/;

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P2 Badge Reuse the canonical integration segment contract

This regex is stricter than the authoritative contract in src/integrations/source-policy.ts:76, which accepts any segment matching ^[a-z0-9][a-z0-9_-]*$. Consequently, valid integration IDs with consecutive or trailing separators, such as github__list-issues-, are not recognized when unavailable and fall through to ordinary term splitting rather than namespace discovery. Use the shared parser or exactly preserve its accepted grammar so search does not disagree with authorization and remote-tool validation.

AGENTS.md reference: AGENTS.md:L12-L12

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Addresses both Codex P2 findings on #3865.

Route canonical ids first. Normalization maps `jira__list_projects` and the
local id `jira_list_projects` onto the same text, and the registry permits any
local id without `__`, so the phrase pass could return a same-named local tool
for a canonical query. That is the same wrong-namespace failure this PR set out
to fix, reached by a different path. Only the real canonical name now satisfies
a canonical query.

Namespace discovery now requires evidence rather than a name collision: a
sibling tool in the same namespace, or a tool that documents the namespace. A
local tool merely containing the word is not the integration.

Use the authorization layer's `parseIntegrationToolIdentity` instead of a local
regex. The local grammar was stricter than the authoritative one and rejected
ids with consecutive or trailing separators, so search and authorization
disagreed about what a canonical id is. The comment justifying the duplication
was also wrong: the runtime already value-imports from that module.
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Both P2 findings were real and are fixed in 23e3e363b. Verified each against the source before acting rather than taking the review at face value.

Route canonical IDs before normalized phrase matches — confirmed. assertLocalToolId rejects only ids containing __, so jira_list_projects is a permitted local id, and it normalizes to the same text as jira__list_projects. The phrase pass returned it. That is the same wrong-namespace failure this PR set out to fix, reached by a different path, and worse than the original because a local tool is executable.

Canonical ids are now classified before any normalized matching, and only the real canonical name satisfies a canonical query.

Fixing that exposed a second hole in the same area that the finding did not name: the namespace fallback still ranked jira_list_projects above get_integration, because its name contains jira. Namespace discovery now requires evidence rather than a word collision — a sibling tool in the same namespace, or a tool that documents the namespace. A local tool that merely contains the word is not the integration.

Reuse the canonical integration segment contract — confirmed, and the justification I wrote for duplicating it was factually wrong. My grammar was stricter than CANONICAL_INTEGRATION_TOOL_SEGMENT, so ids with consecutive or trailing separators fell through to term splitting. The comment claimed the runtime must not take a value dependency on the integrations policy layer; src/agent/runtime/index.ts already does. Now imports parseIntegrationToolIdentity directly, so search and authorization cannot disagree about what a canonical id is. source-policy.ts imports only a type, so there is no cycle.

Coverage added

  • A local jira_list_projects must not satisfy the canonical query jira__list_projects.
  • github__list-issues- resolves to its namespace, pinning the grammar to the authorization layer's.

42 tests pass. typecheck, fmt:check, lint:module-boundaries, lint:dependency-boundaries, lint:core-deps, and check:circular all clean.

One note for reviewers on automated status here: CodeRabbit reported nothing because this repo is under its 10-star threshold, not because it reviewed and found the PR clean.

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Comment thread src/agent/runtime/tool-exposure.ts Outdated
Comment on lines +389 to +391
if (inverseDocumentFrequency >= TOOL_SEARCH_MIN_SELECTIVE_IDF) matchedSelectiveTerm = true;
}
if (!matchedSelectiveTerm) continue;

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P2 Badge Allow matches in single-candidate catalogs

When the deferred catalog contains one tool and a multiword capability query matches that tool without matching as one contiguous phrase, every matched term has documentFrequency = total = 1, so its IDF is log(2 / 1.5), below this threshold. For example, a sole create_file tool described as Create a project file is reported as a miss for create project, even though both terms match and there is no competing candidate. This breaks capability-phrase discovery whenever only one deferred schema remains unless the model knows its exact name or description phrase, so the selectivity guard needs a single-candidate or equivalent strong-coverage exception.

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…y floor

The selectivity floor suppresses filler, which only means something when there
is a better candidate to prefer instead. In a single-tool catalog every term
matches every candidate by definition, so no term can clear the floor and a
certain match was reported as a miss: a sole `create_file` described "Create a
project file" missed for the query `create project`.

A candidate matching every term in the query is not filler however common those
terms are, so full coverage now satisfies the guard on its own. Candidates that
match only a subset still need a selective term, so a query naming one rare
term alongside common ones is unaffected.
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Second Codex pass, 23e3e363bf. One finding real and fixed in ce8d2c493; one is a repeat that no longer applies.

Allow matches in single-candidate catalogs — real, fixed.

Correct, and a regression I introduced. With one candidate every term matches everything, so documentFrequency == total for every term and nothing can clear the floor. A sole create_file described "Create a project file" missed for create project, exactly as described.

The floor exists to suppress filler, and filler only means something when there is a better candidate to prefer instead. A candidate matching every term is not filler however common those terms are, so full coverage now satisfies the guard on its own. Candidates matching only a subset still need a selective term, so the original defect stays closed. Covered by a new test using the reported example.

Route canonical IDs before normalized phrase matches — already fixed in the commit under review.

This is the same finding, verbatim, from the previous pass; it was addressed in 23e3e363b, the commit this review ran against. rankToolExposureMatches now parses the canonical id first and returns from that branch before reaching the phrase pass at the flagged line, so that early return is only reachable for non-canonical queries.

The exact example given is covered by a passing test: with both the catalog and a local jira_list_projects authorized, the query jira__list_projects returns get_integration, not the local tool. I have left the code as is rather than change it to acknowledge the comment. Happy to be shown wrong if there is a path I have missed.

43 tests pass. typecheck, fmt:check, lint:module-boundaries, lint:dependency-boundaries clean. Previous head was green across CI including all coverage shards, ci (lint), unit, integration, bun, and rsc browser e2e.

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Comment thread src/agent/runtime/tool-exposure.ts Outdated
const field = getMatchedField(canonical.namespace, candidate);
return field === "description" || field === "parameterDescription";
});
return rankWholeQueryMatches(canonical.namespace, namespaceCandidates);

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P2 Badge Normalize canonical namespaces before matching

For a valid canonical ID whose integration segment contains an underscore, such as foo_bar__list_items, parseIntegrationToolIdentity returns the namespace as foo_bar, but every candidate name and description has already normalized underscores to spaces. Consequently the catalog candidate is excluded at line 438, and even a same-namespace sibling admitted through its parsed identity fails this ranking call, so the search incorrectly reports a miss instead of resolving the namespace. Normalize canonical.namespace before using it with getMatchedField and rankWholeQueryMatches.

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Two related holes on the canonical path, both found in review.

A query carrying `__` that is not a *valid* canonical id fell through to phrase
matching, where normalization collapsed it onto a local id. `jira__list__projects`
returned the local `jira_list_projects` rather than the Jira catalog. `__` is the
reserved integration namespace separator and `assertLocalToolId` forbids it in
local ids, so any query carrying it is asking for an integration tool even when
the rest is malformed. Such a query now stays on the namespace path, keyed off
the leading segment.

Namespace text evidence is also matched normalized. A namespace may itself
contain `_`, and every candidate's name and description has already had
underscores rewritten to spaces, so an un-normalized `foo_bar` could never match
and the search reported a miss. Sibling identity still compares raw ids.
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Third pass, ce8d2c493. Both findings real; fixed in 12a92969e. I owe a correction on one of them.

Route canonical IDs before normalized phrase matches — I was wrong to dismiss this.

I said twice that this was a stale repeat, because the exact repro given (jira__list_projects against a local jira_list_projects) is covered by a passing test. That much is true. But rather than dismiss it a third time I probed the surrounding shapes, and the underlying claim holds for one the comment never names:

"jira__list_projects"   -> ["get_integration"]        correct
"jira__list__projects"  -> ["jira_list_projects"]     WRONG - local tool wins
"JIRA__LIST_PROJECTS"   -> ["get_integration"]        correct

A query carrying __ that is not a valid canonical id fell out of the canonical branch and into phrase matching, where normalization collapsed it onto the local id. __ is the reserved integration namespace separator and assertLocalToolId forbids it in local ids, so any query carrying it is asking for an integration tool even when the rest is malformed. Those queries now stay on the namespace path, keyed off the leading segment.

The repro was wrong and the conclusion was right. Flagging that plainly because I twice asserted otherwise on this thread.

Normalize canonical namespaces before matching — real, fixed.

Correct. parseIntegrationToolIdentity returns the namespace raw, but every candidate's name and description has already had underscores rewritten to spaces, so a namespace containing _ could never match and discovery reported a miss. Namespace text evidence is now matched normalized; sibling identity still compares raw ids.

No integration in the live catalog currently has an underscore in its name, so this was latent rather than user-visible, but the grammar permits it.

Coverage added

  • jira__list__projects, JIRA__LIST_PROJECTS, and a trailing-space variant must all resolve to the catalog, never to a colliding local tool.
  • foo_bar__list_items resolves its namespace.

45 tests pass. typecheck and fmt:check clean. ce8d2c493 was green across all CI before this push, including all 8 coverage shards, ci (lint), unit, integration, and coverage gate.

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Fourth posting of Route canonical IDs before normalized phrase matches, unchanged text. The variant it did catch was fixed in 12a92969e. I do not believe anything actionable remains, and here is the evidence rather than an assertion.

Probed every namespace-shaped input I could construct against a catalog seeded with three deliberately colliding local tools (jira_list_projects, github_list_repos, foo_bar_list_items) plus the platform's own list_projects:

ok   "jira__list_projects"     -> ["get_integration"]
ok   "jira__list__projects"    -> ["get_integration"]
ok   "jira____list_projects"   -> ["get_integration"]
ok   "JIRA__LIST_PROJECTS"     -> ["get_integration"]
ok   "  jira__list_projects  " -> ["get_integration"]
ok   "github__list_repos"      -> ["get_integration"]
ok   "foo_bar__list_items"     -> ["get_integration"]
ok   "jira__"                  -> ["get_integration"]
ok   "jira__list-projects-"    -> ["get_integration"]
ok   "jira__List_Projects"     -> ["get_integration"]
LEAK "__list_projects"         -> ["list_projects", "jira_list_projects"]

Ten of eleven resolve to the catalog and never to a colliding local tool, including the exact repro in the comment.

The eleventh is a leading __, so the namespace segment is empty. There is no integration to resolve to, and returning the platform's list_projects for a query normalizing to list projects is the correct answer, not a leak of integration intent. I am leaving it.

I got this wrong once already on this thread by dismissing the finding twice before probing, so I am deliberately showing the matrix instead of claiming it is a duplicate. If there is a shape missing from that list that reaches a local tool, point at it and I will fix it.

Not requesting another review, since the comment has now repeated verbatim across four passes against three different commits including two that changed exactly this code path.

Status: 45 tests pass. typecheck, fmt:check, lint:module-boundaries, lint:dependency-boundaries clean. ce8d2c493 was fully green across CI; 12a92969e is green so far and still running.

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Comment thread src/agent/runtime/tool-exposure.ts Outdated
Comment on lines +460 to +461
const field = getMatchedField(namespaceTerm, candidate);
return field === "description" || field === "parameterDescription";

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P2 Badge Match canonical namespaces as complete tokens

For canonical queries in short registered namespaces, this reuses substring matching to decide whether an unrelated tool documents the namespace. For example, exa is a real integration in src/integrations/schema.ts, so an unavailable query such as exa__search admits any tool whose description or parameter description contains example; those unrelated tools can then be loaded instead of the integration catalog. Require a complete normalized namespace token, or explicit catalog metadata, on this path.

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Namespaces can be very short: `exa` is a real integration, so substring
evidence let `exa__search` admit any tool whose description or parameter
description merely contained `example`, and those unrelated tools could be
returned instead of the integration catalog.

Namespace text evidence now requires a complete normalized token. Boundaries are
non-alphanumeric because normalization has already lowercased the text and
rewritten underscores to spaces, which also keeps multi-word namespaces such as
`foo_bar` working.

Checking description evidence directly dropped a guard that field precedence had
been providing implicitly, so restore it explicitly: a non-canonical tool
carrying the namespace in its name is a normalization coincidence and not the
integration, whatever its description happens to mention.
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Match canonical namespaces as complete tokens — real, fixed in 9ba9975e9. Verified exa is in src/integrations/schema.ts before acting.

Substring evidence let exa__search admit any tool whose description or parameter description merely contained example. Namespace evidence now requires a complete normalized token, with non-alphanumeric boundaries, which also keeps multi-word namespaces such as foo_bar working.

Fixing it surfaced something the finding did not mention. Checking description evidence directly dropped a guard that field precedence had been providing implicitly: two of my own tests went red because a local tool whose description mentions Jira started qualifying as documenting the namespace. That guard is now explicit rather than incidental. A non-canonical tool carrying the namespace in its name is a normalization coincidence, not the integration, whatever its description happens to mention.

Re-ran the full shape matrix against a catalog seeded with jira_list_projects, github_list_repos, foo_bar_list_items, list_projects, run_sample ("Runs the example workflow"), and exact_match:

ok "jira__list_projects"   ok "github__list_repos"    ok "exa__search"
ok "jira__list__projects"  ok "foo_bar__list_items"   ok "exa__contents"
ok "JIRA__LIST_PROJECTS"   ok "jira__list-projects-"

All resolve to get_integration; none leak a local tool.

Route canonical IDs before normalized phrase matches — fifth posting, text unchanged. Evidence in the matrix above and in my previous comment; the repro given passes. Not requesting another review pass on it.

46 tests. typecheck and fmt:check clean. 12a92969e was green across CI including all 8 coverage shards, ci (lint), unit, integration, bun, and coverage gate.

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kwakayama added this pull request to the merge queue Aug 19, 2026
Merged via the queue into main with commit e8826ed Aug 19, 2026
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kwakayama deleted the fix/tool-search-rank-selectivity branch August 19, 2026 14:53
@kwakayama kwakayama mentioned this pull request Aug 19, 2026
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