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Find relevant posts across groups

find_relevant_posts
Read-only

Scan Facebook Groups for posts that read as genuine requests for your services, ranked by relevance with plain-English reasons.

Instructions

Omit group_urls to sweep the combined feed of every group you have joined — the fastest way to see what is actually being asked across all of them, and which groups are producing nothing. Point this at groups where CLIENTS post ("I need a website for my business", "I need a web developer") rather than developer or freelancer groups. Measured 2026-08-01: a 24K-member WordPress developer group returned zero leads from 12 posts, and correctly so — every post was someone selling. Demand-side groups are where the requests are. Scan one or more Facebook Groups and return the posts most likely to be genuine requests for help with the services you offer, ranked with a plain-English reason for each score. A post must both mention a relevant topic AND read as asking for help to score well; self-promotion and already-resolved threads are scored down hard. Read-only — it finds leads, it does not contact anyone.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
limitNoMaximum leads to return overall
sinceNoISO date; drop posts known to be older than this
untilNoISO date; drop posts known to be newer than this
topicsNoKnown topics to match. Available: wordpress, web development, seo, technical seo, search console, indexing, local seo, website fixes, page speed, hosting and migration, security, ecommerce. Unknown names are treated as literal keywords.
keywordsNoExtra literal keywords to match on top of the topics
min_scoreNoDrop anything scoring below this
group_urlsNoGroup URLs to scan. Omit to scan the combined feed of every group you have joined.
search_termsNoIf set, uses Facebook's in-group search with these terms instead of reading each group's recent feed. Much faster, but only finds what Facebook's search surfaces.
scroll_roundsNoScroll passes per group
posts_per_groupNoHow many posts to read from each group
Behavior5/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already mark readOnlyHint=true and destructiveHint=false; the description reinforces these with 'Read-only — it finds leads, it does not contact anyone' and adds meaningful behavioral details: how scoring works (relevant topic + asking for help), penalties for self-promotion and resolved threads, and the demand/supply group distinction.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is long but information-dense and front-loaded with the most actionable instruction ('Omit group_urls to sweep...'). The 2026-08-01 anecdote is illustrative but could be trimmed; overall, nearly every sentence earns its place.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Even without an output schema, the description explains what the tool returns (ranked leads with plain-English reasons), the scoring criteria, group selection strategy, and its read-only safety profile. It fully covers the tool's complexity and leaves no major gaps.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so baseline is 3. The description adds meaningful strategic context for key parameters like group_urls ('Omit to sweep the combined feed... fastest way') and search_terms ('Much faster, but only finds what Facebook's search surfaces'), but most parameter semantics remain in the schema descriptions.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly identifies the tool's action: scanning Facebook Groups and returning posts likely to be genuine service requests, ranked with plain-English reasons. It distinguishes itself from siblings like search_in_group and browse_feed by emphasizing cross-group lead scoring and demand-side targeting.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines5/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Usage is explicitly directed: omit group_urls for a combined feed, target demand-side groups rather than developer/freelancer groups, and use search_terms for faster but limited search. A concrete example ('a 24K-member WordPress *developer* group returned zero leads') reinforces when not to use it.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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